A particular method includes executing a software component on a virtual machine executing at a computing device. The method also includes monitoring kernel level events of an operating system executing on the virtual machine and monitoring application level events of the operating system. The method further includes analyzing effects of executing the software component on the virtual machine based on the kernel level events and the application level events.